Experiments
Searchable full-text extractions: founding hypothesis, core claims, experimental setups, key results and statistics — pulled out of each paper as structure. Search a cell line, an assay or an entity (e.g. HUH7) and find every paper that worked with it. This corpus stands on its own: most entries carry no reproduction assessment (yet).
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Threshold-dominated regulation hides genetic variation in gene expression networks.
PMID 18062810 · PMC2238762 · BMC systems biology · 2007 · 8 claims · 2 setups
Threshold robustness (insensitivity of a singular/regulating variable's equilibrium value to parameter perturbations, except threshold changes) increases with increasing response function steepness and is present even under Michaelis-Menten conditions, not just in the step-function limit.
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Has reproduction · 74
Software JimenaE allows efficient dynamic simulations of Boolean networks, centrality and system state analysis.
PMID 36725967 · PMC9892028 · Scientific reports · 2023 · 8 claims · 4 setups
JimenaE simulates Boolean networks dynamically and systematically calculates all system states rather than heuristically as SQUAD does.
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Screening large-scale association study data: exploiting interactions using random forests.
PMID 15588316 · PMC545646 · BMC genetics · 2004 · 7 claims · 3 setups
Random forest importance measure significantly outperforms the Fisher Exact test as a screening tool when risk SNPs interact.
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Has reproduction · 79
Computationally scalable regression modeling for ultrahigh-dimensional omics data with ParProx.
PMID 34254998 · PMC8575036 · Briefings in bioinformatics · 2021 · 6 claims · 4 setups
ParProx implements overlapping and non-overlapping (latent) group lasso regression for time-to-event (Cox) and classification (logistic) analysis with variables grouped by biological priors.
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Disease-aging network reveals significant roles of aging genes in connecting genetic diseases.
PMID 19779549 · PMC2739292 · PLoS computational biology · 2009 · 8 claims · 8 setups
Human disease genes are much closer to aging genes in the PPI network than expected by chance